Overview

Dataset statistics

Number of variables42
Number of observations198
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory76.5 KiB
Average record size in memory395.7 B

Variable types

NUM31
BOOL6
CAT5

Reproduction

Analysis started2020-06-05 13:26:20.591744
Analysis finished2020-06-05 13:29:18.111720
Duration2 minutes and 57.52 seconds
Versionpandas-profiling v2.8.0
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download configurationconfig.yaml

Warnings

Migrant Population % has constant value "0.16" Constant
Police to Population Ratio per 1000 has constant value "1.130976" Constant
Estimates of Alcoholism % in Population has constant value "0.19" Constant
% Unemployed(55%) has constant value "0.3" Constant
Age Group Children % has constant value "0.11" Constant
Slum percentage has constant value "0.25" Constant
Supermarts/malls is highly correlated with Density per square kilometerHigh correlation
Density per square kilometer is highly correlated with Supermarts/mallsHigh correlation
Number of Households is highly correlated with Population and 15 other fieldsHigh correlation
Population is highly correlated with Number of Households and 15 other fieldsHigh correlation
Number of Notified Households is highly correlated with Population and 15 other fieldsHigh correlation
No. of household with water connection inside the house is highly correlated with Population and 15 other fieldsHigh correlation
Total number of water connections is highly correlated with Population and 15 other fieldsHigh correlation
Density of retail store is highly correlated with Area and 1 other fieldsHigh correlation
Area is highly correlated with Density of retail store and 1 other fieldsHigh correlation
Labour settlements in the region is highly correlated with Population and 15 other fieldsHigh correlation
Internet Penetration % is highly correlated with Domestic Violence %High correlation
Domestic Violence % is highly correlated with Internet Penetration %High correlation
Police to Population Ratio per 1000 is highly correlated with Migrant Population % and 3 other fieldsHigh correlation
Migrant Population % is highly correlated with Police to Population Ratio per 1000 and 3 other fieldsHigh correlation
Number of Kirana Shops is highly correlated with Area and 1 other fieldsHigh correlation
Number of Pharmacies is highly correlated with Population and 15 other fieldsHigh correlation
Number of Liquor Stores is highly correlated with Population and 15 other fieldsHigh correlation
Estimates of Alcoholism % in Population is highly correlated with Migrant Population % and 3 other fieldsHigh correlation
% Unemployed(55%) is highly correlated with Migrant Population % and 3 other fieldsHigh correlation
Age Group Children % is highly correlated with Migrant Population % and 3 other fieldsHigh correlation
Agriculture and Food is highly correlated with Population and 15 other fieldsHigh correlation
Manufacturing is highly correlated with Population and 15 other fieldsHigh correlation
Mining is highly correlated with Population and 15 other fieldsHigh correlation
Electricity Gas Water is highly correlated with Population and 15 other fieldsHigh correlation
Construction is highly correlated with Population and 15 other fieldsHigh correlation
Trade Hotels Restaurants is highly correlated with Population and 15 other fieldsHigh correlation
Transport Storage Communication is highly correlated with Population and 15 other fieldsHigh correlation
Financing Real Estate Business Services is highly correlated with Population and 15 other fieldsHigh correlation
Community Social Public Admin is highly correlated with Population and 15 other fieldsHigh correlation
No. of household with water connection inside the house_Source is highly correlated with Number of Notified Households_SourceHigh correlation
Number of Notified Households_Source is highly correlated with No. of household with water connection inside the house_SourceHigh correlation
Ward has unique values Unique
Population has unique values Unique
Density per square kilometer has unique values Unique
Number of Households has unique values Unique
Density of retail store has unique values Unique
Per capita income has unique values Unique
Agriculture and Food has unique values Unique
Manufacturing has unique values Unique
Mining has unique values Unique
Electricity Gas Water has unique values Unique
Construction has unique values Unique
Trade Hotels Restaurants has unique values Unique
Transport Storage Communication has unique values Unique
Financing Real Estate Business Services has unique values Unique
Community Social Public Admin has unique values Unique
No of cases has 147 (74.2%) zeros Zeros
Educational institutes has 14 (7.1%) zeros Zeros
Supermarts/malls has 3 (1.5%) zeros Zeros

Variables

Ward
Categorical

UNIQUE

Distinct count198
Unique (%)100.0%
Missing0
Missing (%)0.0%
Memory size1.5 KiB
Ward 72
 
1
Ward 4
 
1
Ward 43
 
1
Ward 82
 
1
Ward 49
 
1
Other values (193)
193
ValueCountFrequency (%) 
Ward 7210.5%
 
Ward 410.5%
 
Ward 4310.5%
 
Ward 8210.5%
 
Ward 4910.5%
 
Ward 1710.5%
 
Ward 19310.5%
 
Ward 6310.5%
 
Ward 1910.5%
 
Ward 9610.5%
 
Other values (188)18894.9%
 

Length

Max length8
Median length7.5
Mean length7.454545455
Min length6

Area
Real number (ℝ≥0)

HIGH CORRELATION

Distinct count68
Unique (%)34.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.5853535353535353
Minimum0.3
Maximum31.0
Zeros0
Zeros (%)0.0%
Memory size1.5 KiB

Quantile statistics

Minimum0.3
5-th percentile0.6
Q10.9
median1.7
Q34.15
95-th percentile12
Maximum31
Range30.7
Interquartile range (IQR)3.25

Descriptive statistics

Standard deviation4.853450039
Coefficient of variation (CV)1.353687995
Kurtosis11.29333824
Mean3.585353535
Median Absolute Deviation (MAD)0.9
Skewness3.057364354
Sum709.9
Variance23.55597729
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.8168.1%
 
0.7126.1%
 
0.9115.6%
 
2.194.5%
 
1.194.5%
 
184.0%
 
1.784.0%
 
1.873.5%
 
1.373.5%
 
1.663.0%
 
Other values (58)10553.0%
 
ValueCountFrequency (%) 
0.310.5%
 
0.452.5%
 
0.521.0%
 
0.642.0%
 
0.7126.1%
 
ValueCountFrequency (%) 
3110.5%
 
2810.5%
 
2610.5%
 
2410.5%
 
1910.5%
 

Population
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct count198
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean62709.06005050505
Minimum31121.0
Maximum140191.0
Zeros0
Zeros (%)0.0%
Memory size1.5 KiB

Quantile statistics

Minimum31121
5-th percentile39738.991
Q150306
median58179.52
Q372304.8175
95-th percentile97882.8
Maximum140191
Range109070
Interquartile range (IQR)21998.8175

Descriptive statistics

Standard deviation18337.77044
Coefficient of variation (CV)0.2924261729
Kurtosis1.451207405
Mean62709.06005
Median Absolute Deviation (MAD)10077.52
Skewness1.080966975
Sum12416393.89
Variance336273824.6
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
89835.4410.5%
 
4990110.5%
 
45068.510.5%
 
63904.6510.5%
 
55171.3310.5%
 
54937.4410.5%
 
9122410.5%
 
54303.4410.5%
 
5400510.5%
 
4927610.5%
 
Other values (188)18894.9%
 
ValueCountFrequency (%) 
3112110.5%
 
3194010.5%
 
3353810.5%
 
3380310.5%
 
35570.2510.5%
 
ValueCountFrequency (%) 
14019110.5%
 
117944.810.5%
 
117734.410.5%
 
10708010.5%
 
10606610.5%
 

Density per square kilometer
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct count198
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean40541.27502741919
Minimum2393.459355
Maximum184236.6667
Zeros0
Zeros (%)0.0%
Memory size1.5 KiB

Quantile statistics

Minimum2393.459355
5-th percentile6181.920308
Q115590.189
median35208.03911
Q354019.72222
95-th percentile97127.23356
Maximum184236.6667
Range181843.2073
Interquartile range (IQR)38429.53323

Descriptive statistics

Standard deviation31035.55639
Coefficient of variation (CV)0.7655298548
Kurtosis3.057610988
Mean40541.27503
Median Absolute Deviation (MAD)19052.29423
Skewness1.471923321
Sum8027172.455
Variance963205760.2
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
88063.7510.5%
 
14738.2183710.5%
 
18856.6217410.5%
 
8450.7510.5%
 
61993.3333310.5%
 
10319.0648610.5%
 
10736.3529410.5%
 
30363.1705910.5%
 
6196.54736810.5%
 
15222.9729710.5%
 
Other values (188)18894.9%
 
ValueCountFrequency (%) 
2393.45935510.5%
 
2867.82142910.5%
 
3186.54166710.5%
 
4536.33846210.5%
 
4648.27272710.5%
 
ValueCountFrequency (%) 
184236.666710.5%
 
147217.67510.5%
 
142787.0210.5%
 
137928.32510.5%
 
132442.510.5%
 

Senior citizen %
Real number (ℝ≥0)

Distinct count34
Unique (%)17.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.11757575757575758
Minimum0.0
Maximum0.53
Zeros1
Zeros (%)0.5%
Memory size1.5 KiB

Quantile statistics

Minimum0
5-th percentile0.03
Q10.06
median0.1
Q30.14
95-th percentile0.2815
Maximum0.53
Range0.53
Interquartile range (IQR)0.08

Descriptive statistics

Standard deviation0.08167772387
Coefficient of variation (CV)0.6946816721
Kurtosis4.733410928
Mean0.1175757576
Median Absolute Deviation (MAD)0.04
Skewness1.844077985
Sum23.28
Variance0.006671250577
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.092010.1%
 
0.11147.1%
 
0.05147.1%
 
0.04136.6%
 
0.12136.6%
 
0.08136.6%
 
0.07105.1%
 
0.13105.1%
 
0.06105.1%
 
0.194.5%
 
Other values (24)7236.4%
 
ValueCountFrequency (%) 
010.5%
 
0.0110.5%
 
0.0252.5%
 
0.0384.0%
 
0.04136.6%
 
ValueCountFrequency (%) 
0.5310.5%
 
0.4310.5%
 
0.3821.0%
 
0.3621.0%
 
0.3210.5%
 

No of cases
Real number (ℝ≥0)

ZEROS

Distinct count9
Unique (%)4.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.6919191919191919
Minimum0
Maximum33
Zeros147
Zeros (%)74.2%
Memory size1.5 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile1.15
Maximum33
Range33
Interquartile range (IQR)1

Descriptive statistics

Standard deviation3.306820417
Coefficient of variation (CV)4.779200311
Kurtosis81.7116409
Mean0.6919191919
Median Absolute Deviation (MAD)0
Skewness8.809577645
Sum137
Variance10.93506127
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
014774.2%
 
14120.7%
 
231.5%
 
621.0%
 
3310.5%
 
3110.5%
 
710.5%
 
410.5%
 
310.5%
 
ValueCountFrequency (%) 
014774.2%
 
14120.7%
 
231.5%
 
310.5%
 
410.5%
 
ValueCountFrequency (%) 
3310.5%
 
3110.5%
 
710.5%
 
621.0%
 
410.5%
 

Educational institutes
Real number (ℝ≥0)

ZEROS

Distinct count16
Unique (%)8.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.451776649746193
Minimum0.0
Maximum15.0
Zeros14
Zeros (%)7.1%
Memory size1.5 KiB

Quantile statistics

Minimum0
5-th percentile0
Q12
median3
Q34
95-th percentile9
Maximum15
Range15
Interquartile range (IQR)2

Descriptive statistics

Standard deviation2.737956441
Coefficient of variation (CV)0.7932020866
Kurtosis3.27249303
Mean3.45177665
Median Absolute Deviation (MAD)1
Skewness1.580316411
Sum683.4517766
Variance7.496405473
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
34020.2%
 
23718.7%
 
13216.2%
 
42613.1%
 
0147.1%
 
5147.1%
 
6105.1%
 
784.0%
 
963.0%
 
842.0%
 
Other values (6)73.5%
 
ValueCountFrequency (%) 
0147.1%
 
13216.2%
 
23718.7%
 
34020.2%
 
3.4517766510.5%
 
ValueCountFrequency (%) 
1510.5%
 
1410.5%
 
1321.0%
 
1210.5%
 
1110.5%
 

Hospitals
Real number (ℝ≥0)

Distinct count11
Unique (%)5.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.6734693877551021
Minimum1.0
Maximum11.0
Zeros0
Zeros (%)0.0%
Memory size1.5 KiB

Quantile statistics

Minimum1
5-th percentile1
Q11
median1
Q31.673469388
95-th percentile4
Maximum11
Range10
Interquartile range (IQR)0.6734693878

Descriptive statistics

Standard deviation1.607567827
Coefficient of variation (CV)0.9606197991
Kurtosis14.18770302
Mean1.673469388
Median Absolute Deviation (MAD)0
Skewness3.492610883
Sum331.3469388
Variance2.584274319
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
114774.2%
 
2199.6%
 
4126.1%
 
394.5%
 
531.5%
 
1.67346938821.0%
 
1021.0%
 
1110.5%
 
710.5%
 
610.5%
 
ValueCountFrequency (%) 
114774.2%
 
1.67346938821.0%
 
2199.6%
 
394.5%
 
4126.1%
 
ValueCountFrequency (%) 
1110.5%
 
1021.0%
 
910.5%
 
710.5%
 
610.5%
 

Supermarts/malls
Real number (ℝ≥0)

HIGH CORRELATION
ZEROS

Distinct count16
Unique (%)8.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4.787878787878788
Minimum0
Maximum22
Zeros3
Zeros (%)1.5%
Memory size1.5 KiB

Quantile statistics

Minimum0
5-th percentile1
Q12
median4
Q36
95-th percentile11.15
Maximum22
Range22
Interquartile range (IQR)4

Descriptive statistics

Standard deviation3.658722218
Coefficient of variation (CV)0.7641635013
Kurtosis3.222542933
Mean4.787878788
Median Absolute Deviation (MAD)2
Skewness1.495147228
Sum948
Variance13.38624827
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
13718.7%
 
42713.6%
 
32311.6%
 
62211.1%
 
22010.1%
 
5199.6%
 
8126.1%
 
7105.1%
 
1063.0%
 
952.5%
 
Other values (6)178.6%
 
ValueCountFrequency (%) 
031.5%
 
13718.7%
 
22010.1%
 
32311.6%
 
42713.6%
 
ValueCountFrequency (%) 
2210.5%
 
1721.0%
 
1631.5%
 
1242.0%
 
1142.0%
 

Number of Households
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct count198
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean13935.368686868687
Minimum6916
Maximum31154
Zeros0
Zeros (%)0.0%
Memory size1.5 KiB

Quantile statistics

Minimum6916
5-th percentile8830.75
Q111179.25
median12929
Q316067.5
95-th percentile21751.95
Maximum31154
Range24238
Interquartile range (IQR)4888.25

Descriptive statistics

Standard deviation4075.077714
Coefficient of variation (CV)0.2924269753
Kurtosis1.451287129
Mean13935.36869
Median Absolute Deviation (MAD)2240
Skewness1.080993437
Sum2759203
Variance16606258.38
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
1587110.5%
 
1095010.5%
 
1196510.5%
 
991610.5%
 
899110.5%
 
1708010.5%
 
1200110.5%
 
1604810.5%
 
1246310.5%
 
894410.5%
 
Other values (188)18894.9%
 
ValueCountFrequency (%) 
691610.5%
 
709810.5%
 
745310.5%
 
751210.5%
 
790510.5%
 
ValueCountFrequency (%) 
3115410.5%
 
2621010.5%
 
2616310.5%
 
2379610.5%
 
2357010.5%
 

Number of Notified Households
Real number (ℝ≥0)

HIGH CORRELATION

Distinct count197
Unique (%)99.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean11934.994949494949
Minimum5846
Maximum27076
Zeros0
Zeros (%)0.0%
Memory size1.5 KiB

Quantile statistics

Minimum5846
5-th percentile7464.95
Q19563
median11053.5
Q313756.5
95-th percentile18842.45
Maximum27076
Range21230
Interquartile range (IQR)4193.5

Descriptive statistics

Standard deviation3538.399497
Coefficient of variation (CV)0.296472643
Kurtosis1.519945635
Mean11934.99495
Median Absolute Deviation (MAD)1888
Skewness1.098362146
Sum2363129
Variance12520271
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
1058121.0%
 
947110.5%
 
981610.5%
 
1047110.5%
 
1146410.5%
 
1057810.5%
 
975510.5%
 
1893010.5%
 
1364710.5%
 
1358710.5%
 
Other values (187)18794.4%
 
ValueCountFrequency (%) 
584610.5%
 
603610.5%
 
633810.5%
 
638810.5%
 
668210.5%
 
ValueCountFrequency (%) 
2707610.5%
 
2254510.5%
 
2228910.5%
 
2068110.5%
 
2048510.5%
 

Number of Notified Households_Source
Categorical

HIGH CORRELATION

Distinct count4
Unique (%)2.0%
Missing0
Missing (%)0.0%
Memory size1.5 KiB
0.8691
62
0.8453
61
0.8504
58
0.8617
17
ValueCountFrequency (%) 
0.86916231.3%
 
0.84536130.8%
 
0.85045829.3%
 
0.8617178.6%
 

Length

Max length6
Median length6
Mean length6
Min length6

No. of household with water connection inside the house
Real number (ℝ≥0)

HIGH CORRELATION

Distinct count196
Unique (%)99.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean9005.545454545454
Minimum4304
Maximum20976
Zeros0
Zeros (%)0.0%
Memory size1.5 KiB

Quantile statistics

Minimum4304
5-th percentile5477.05
Q17062.75
median8182.5
Q310368.75
95-th percentile14534.15
Maximum20976
Range16672
Interquartile range (IQR)3306

Descriptive statistics

Standard deviation2885.755856
Coefficient of variation (CV)0.3204420954
Kurtosis1.559202972
Mean9005.545455
Median Absolute Deviation (MAD)1500
Skewness1.163635346
Sum1783098
Variance8327586.858
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
889021.0%
 
956221.0%
 
1332610.5%
 
1007110.5%
 
752110.5%
 
896710.5%
 
1255810.5%
 
885110.5%
 
966810.5%
 
1161210.5%
 
Other values (186)18693.9%
 
ValueCountFrequency (%) 
430410.5%
 
432610.5%
 
454210.5%
 
457810.5%
 
491910.5%
 
ValueCountFrequency (%) 
2097610.5%
 
1874610.5%
 
1661910.5%
 
1613110.5%
 
1602210.5%
 
Distinct count4
Unique (%)2.0%
Missing0
Missing (%)0.0%
Memory size1.5 KiB
0.6733
62
0.6223
61
0.6094
58
0.7165
17
ValueCountFrequency (%) 
0.67336231.3%
 
0.62236130.8%
 
0.60945829.3%
 
0.7165178.6%
 

Length

Max length6
Median length6
Mean length6
Min length6

Total number of water connections
Real number (ℝ≥0)

HIGH CORRELATION

Distinct count196
Unique (%)99.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean9005.545454545454
Minimum4304
Maximum20976
Zeros0
Zeros (%)0.0%
Memory size1.5 KiB

Quantile statistics

Minimum4304
5-th percentile5477.05
Q17062.75
median8182.5
Q310368.75
95-th percentile14534.15
Maximum20976
Range16672
Interquartile range (IQR)3306

Descriptive statistics

Standard deviation2885.755856
Coefficient of variation (CV)0.3204420954
Kurtosis1.559202972
Mean9005.545455
Median Absolute Deviation (MAD)1500
Skewness1.163635346
Sum1783098
Variance8327586.858
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
889021.0%
 
956221.0%
 
1332610.5%
 
1007110.5%
 
752110.5%
 
896710.5%
 
1255810.5%
 
885110.5%
 
966810.5%
 
1161210.5%
 
Other values (186)18693.9%
 
ValueCountFrequency (%) 
430410.5%
 
432610.5%
 
454210.5%
 
457810.5%
 
491910.5%
 
ValueCountFrequency (%) 
2097610.5%
 
1874610.5%
 
1661910.5%
 
1613110.5%
 
1602210.5%
 
Distinct count194
Unique (%)98.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5053.446700507614
Minimum2186.0
Maximum11283.0
Zeros0
Zeros (%)0.0%
Memory size1.5 KiB

Quantile statistics

Minimum2186
5-th percentile2934.25
Q13845.5
median4734.5
Q35693.25
95-th percentile8275.05
Maximum11283
Range9097
Interquartile range (IQR)1847.75

Descriptive statistics

Standard deviation1674.8733
Coefficient of variation (CV)0.3314318721
Kurtosis1.478244714
Mean5053.446701
Median Absolute Deviation (MAD)917
Skewness1.129519012
Sum1000582.447
Variance2805200.572
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
337321.0%
 
698421.0%
 
354221.0%
 
395721.0%
 
508110.5%
 
449510.5%
 
441810.5%
 
553310.5%
 
303010.5%
 
387110.5%
 
Other values (184)18492.9%
 
ValueCountFrequency (%) 
218610.5%
 
249910.5%
 
260710.5%
 
267110.5%
 
268510.5%
 
ValueCountFrequency (%) 
1128310.5%
 
1103010.5%
 
1022210.5%
 
977910.5%
 
949210.5%
 
Distinct count5
Unique (%)2.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.3626010152284263
Minimum0.3161
Maximum0.4305
Zeros0
Zeros (%)0.0%
Memory size1.5 KiB

Quantile statistics

Minimum0.3161
5-th percentile0.3161
Q10.3161
median0.3281
Q30.4305
95-th percentile0.4305
Maximum0.4305
Range0.1144
Interquartile range (IQR)0.1144

Descriptive statistics

Standard deviation0.05192161604
Coefficient of variation (CV)0.1431921419
Kurtosis-1.742638566
Mean0.3626010152
Median Absolute Deviation (MAD)0.012
Skewness0.4765664559
Sum71.79500102
Variance0.002695854212
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.31616130.8%
 
0.32816130.8%
 
0.43055829.3%
 
0.4216178.6%
 
0.362601015210.5%
 
ValueCountFrequency (%) 
0.31616130.8%
 
0.32816130.8%
 
0.362601015210.5%
 
0.4216178.6%
 
0.43055829.3%
 
ValueCountFrequency (%) 
0.43055829.3%
 
0.4216178.6%
 
0.362601015210.5%
 
0.32816130.8%
 
0.31616130.8%
 

Density of retail store
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct count198
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean14.88479781978788
Minimum1.628340359
Maximum119.2766739
Zeros0
Zeros (%)0.0%
Memory size1.5 KiB

Quantile statistics

Minimum1.628340359
5-th percentile2.953266701
Q15.334341718
median8.253931141
Q318.64164291
95-th percentile47.14226648
Maximum119.2766739
Range117.6483335
Interquartile range (IQR)13.3073012

Descriptive statistics

Standard deviation16.86780551
Coefficient of variation (CV)1.13322369
Kurtosis12.1759626
Mean14.88479782
Median Absolute Deviation (MAD)3.985894582
Skewness3.016118363
Sum2947.189968
Variance284.5228629
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
4.77676105710.5%
 
22.265743410.5%
 
8.92929620910.5%
 
5.33441247910.5%
 
4.51137176810.5%
 
6.28190027510.5%
 
7.4973326810.5%
 
21.5344824510.5%
 
6.85809164610.5%
 
11.9807515110.5%
 
Other values (188)18894.9%
 
ValueCountFrequency (%) 
1.62834035910.5%
 
2.0377987910.5%
 
2.10103131210.5%
 
2.17504272610.5%
 
2.26513392610.5%
 
ValueCountFrequency (%) 
119.276673910.5%
 
102.242867310.5%
 
89.1771382210.5%
 
64.9456355910.5%
 
61.802037910.5%
 

Per capita income
Real number (ℝ≥0)

UNIQUE

Distinct count198
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean27848.403523737376
Minimum2462.905418
Maximum104968.1351
Zeros0
Zeros (%)0.0%
Memory size1.5 KiB

Quantile statistics

Minimum2462.905418
5-th percentile4015.873647
Q16461.655271
median18664.48483
Q344104.024
95-th percentile74749.21609
Maximum104968.1351
Range102505.2297
Interquartile range (IQR)37642.36873

Descriptive statistics

Standard deviation24592.31095
Coefficient of variation (CV)0.8830779449
Kurtosis-0.1510837167
Mean27848.40352
Median Absolute Deviation (MAD)12979.84913
Skewness1.012846382
Sum5513983.898
Variance604781758
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
9653.07199610.5%
 
5831.09236510.5%
 
58733.6438710.5%
 
62625.8147410.5%
 
18959.9564910.5%
 
35051.85810.5%
 
5110.78926610.5%
 
68894.1943910.5%
 
6327.7294710.5%
 
4694.35822510.5%
 
Other values (188)18894.9%
 
ValueCountFrequency (%) 
2462.90541810.5%
 
3132.54202410.5%
 
3267.20151810.5%
 
3348.92029610.5%
 
3359.86128510.5%
 
ValueCountFrequency (%) 
104968.135110.5%
 
93255.5693910.5%
 
88488.4782410.5%
 
81996.4476910.5%
 
81133.4387610.5%
 

Labour settlements in the region
Real number (ℝ≥0)

HIGH CORRELATION

Distinct count197
Unique (%)99.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean27036.984848484848
Minimum13448
Maximum60578
Zeros0
Zeros (%)0.0%
Memory size1.5 KiB

Quantile statistics

Minimum13448
5-th percentile17058.35
Q121556.25
median25127
Q331239.25
95-th percentile42296.1
Maximum60578
Range47130
Interquartile range (IQR)9683

Descriptive statistics

Standard deviation7968.936691
Coefficient of variation (CV)0.294742063
Kurtosis1.397977001
Mean27036.98485
Median Absolute Deviation (MAD)4432
Skewness1.065999318
Sum5353323
Variance63503951.98
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
2372721.0%
 
2611110.5%
 
1927110.5%
 
2754510.5%
 
1544310.5%
 
2312210.5%
 
4564910.5%
 
3083410.5%
 
2273110.5%
 
3233210.5%
 
Other values (187)18794.4%
 
ValueCountFrequency (%) 
1344810.5%
 
1380210.5%
 
1449210.5%
 
1460610.5%
 
1536210.5%
 
ValueCountFrequency (%) 
6057810.5%
 
5093810.5%
 
5084710.5%
 
4624610.5%
 
4583210.5%
 

Migrant Population %
Boolean

CONSTANT
HIGH CORRELATION
REJECTED

Distinct count1
Unique (%)0.5%
Missing0
Missing (%)0.0%
Memory size1.5 KiB
0.16
198
ValueCountFrequency (%) 
0.16198100.0%
 

Gender Ratio
Real number (ℝ≥0)

Distinct count120
Unique (%)60.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.9306414141414141
Minimum0.736
Maximum1.067
Zeros0
Zeros (%)0.0%
Memory size1.5 KiB

Quantile statistics

Minimum0.736
5-th percentile0.8261
Q10.9085
median0.9365
Q30.962
95-th percentile0.99845
Maximum1.067
Range0.331
Interquartile range (IQR)0.0535

Descriptive statistics

Standard deviation0.05249179488
Coefficient of variation (CV)0.05640388885
Kurtosis1.896146601
Mean0.9306414141
Median Absolute Deviation (MAD)0.0265
Skewness-1.02962346
Sum184.267
Variance0.00275538853
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.9552.5%
 
0.95352.5%
 
0.9652.5%
 
0.94342.0%
 
0.93342.0%
 
0.93442.0%
 
0.92642.0%
 
0.93642.0%
 
0.97942.0%
 
0.90842.0%
 
Other values (110)15578.3%
 
ValueCountFrequency (%) 
0.73610.5%
 
0.7610.5%
 
0.76310.5%
 
0.77810.5%
 
0.7810.5%
 
ValueCountFrequency (%) 
1.06710.5%
 
1.02810.5%
 
1.02710.5%
 
1.02510.5%
 
1.01610.5%
 

Domestic Violence %
Categorical

HIGH CORRELATION

Distinct count3
Unique (%)1.5%
Missing0
Missing (%)0.0%
Memory size1.5 KiB
0.0395
177
0.0324
 
19
0.0466
 
2
ValueCountFrequency (%) 
0.039517789.4%
 
0.0324199.6%
 
0.046621.0%
 

Length

Max length20
Median length6
Mean length7.343434343
Min length6

Internet Penetration %
Boolean

HIGH CORRELATION

Distinct count2
Unique (%)1.0%
Missing0
Missing (%)0.0%
Memory size1.5 KiB
0.7105575326
179
0.82
 
19
ValueCountFrequency (%) 
0.710557532617990.4%
 
0.82199.6%
 

Police to Population Ratio per 1000
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct count1
Unique (%)0.5%
Missing0
Missing (%)0.0%
Memory size1.5 KiB
1.130976
198
ValueCountFrequency (%) 
1.130976198100.0%
 

Length

Max length8
Median length8
Mean length8
Min length8

Number of Kirana Shops
Real number (ℝ≥0)

HIGH CORRELATION

Distinct count74
Unique (%)37.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean103.86868686868686
Minimum9
Maximum885
Zeros0
Zeros (%)0.0%
Memory size1.5 KiB

Quantile statistics

Minimum9
5-th percentile17
Q126
median49
Q3120.5
95-th percentile345.45
Maximum885
Range876
Interquartile range (IQR)94.5

Descriptive statistics

Standard deviation140.3405681
Coefficient of variation (CV)1.351134517
Kurtosis11.24837761
Mean103.8686869
Median Absolute Deviation (MAD)26
Skewness3.050187853
Sum20566
Variance19695.47506
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
23168.1%
 
20126.1%
 
26115.6%
 
6194.5%
 
3294.5%
 
2984.0%
 
4984.0%
 
5273.5%
 
3873.5%
 
4163.0%
 
Other values (64)10553.0%
 
ValueCountFrequency (%) 
910.5%
 
1252.5%
 
1521.0%
 
1742.0%
 
20126.1%
 
ValueCountFrequency (%) 
88510.5%
 
82110.5%
 
76610.5%
 
68210.5%
 
55110.5%
 

Number of Pharmacies
Real number (ℝ≥0)

HIGH CORRELATION

Distinct count35
Unique (%)17.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean27.68686868686869
Minimum14
Maximum62
Zeros0
Zeros (%)0.0%
Memory size1.5 KiB

Quantile statistics

Minimum14
5-th percentile17.85
Q122
median26
Q332
95-th percentile43.15
Maximum62
Range48
Interquartile range (IQR)10

Descriptive statistics

Standard deviation8.086017843
Coefficient of variation (CV)0.2920524504
Kurtosis1.469184375
Mean27.68686869
Median Absolute Deviation (MAD)5
Skewness1.086822223
Sum5482
Variance65.38368456
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
24178.6%
 
22157.6%
 
23147.1%
 
25126.1%
 
27115.6%
 
21115.6%
 
2694.5%
 
2894.5%
 
3294.5%
 
2084.0%
 
Other values (25)8341.9%
 
ValueCountFrequency (%) 
1421.0%
 
1521.0%
 
1631.5%
 
1731.5%
 
1863.0%
 
ValueCountFrequency (%) 
6210.5%
 
5221.0%
 
4731.5%
 
4610.5%
 
4510.5%
 

Number of Liquor Stores
Real number (ℝ≥0)

HIGH CORRELATION

Distinct count12
Unique (%)6.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean7.757575757575758
Minimum4
Maximum17
Zeros0
Zeros (%)0.0%
Memory size1.5 KiB

Quantile statistics

Minimum4
5-th percentile5
Q16
median7
Q39
95-th percentile12
Maximum17
Range13
Interquartile range (IQR)3

Descriptive statistics

Standard deviation2.275853872
Coefficient of variation (CV)0.2933717881
Kurtosis1.360444253
Mean7.757575758
Median Absolute Deviation (MAD)1
Skewness1.031391779
Sum1536
Variance5.179510844
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
64422.2%
 
74321.7%
 
92713.6%
 
82613.1%
 
5168.1%
 
11147.1%
 
1094.5%
 
463.0%
 
1352.5%
 
1252.5%
 
Other values (2)31.5%
 
ValueCountFrequency (%) 
463.0%
 
5168.1%
 
64422.2%
 
74321.7%
 
82613.1%
 
ValueCountFrequency (%) 
1710.5%
 
1521.0%
 
1352.5%
 
1252.5%
 
11147.1%
 

Estimates of Alcoholism % in Population
Boolean

CONSTANT
HIGH CORRELATION
REJECTED

Distinct count1
Unique (%)0.5%
Missing0
Missing (%)0.0%
Memory size1.5 KiB
0.19
198
ValueCountFrequency (%) 
0.19198100.0%
 

% Unemployed(55%)
Boolean

CONSTANT
HIGH CORRELATION
REJECTED

Distinct count1
Unique (%)0.5%
Missing0
Missing (%)0.0%
Memory size1.5 KiB
0.3
198
ValueCountFrequency (%) 
0.3198100.0%
 

Age Group Children %
Boolean

CONSTANT
HIGH CORRELATION
REJECTED

Distinct count1
Unique (%)0.5%
Missing0
Missing (%)0.0%
Memory size1.5 KiB
0.11
198
ValueCountFrequency (%) 
0.11198100.0%
 

Literacy Rate
Real number (ℝ≥0)

Distinct count112
Unique (%)56.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.7949090909090909
Minimum0.6459999999999999
Maximum0.8759999999999999
Zeros0
Zeros (%)0.0%
Memory size1.5 KiB

Quantile statistics

Minimum0.646
5-th percentile0.71565
Q10.766
median0.7965
Q30.827
95-th percentile0.86715
Maximum0.876
Range0.23
Interquartile range (IQR)0.061

Descriptive statistics

Standard deviation0.04521681348
Coefficient of variation (CV)0.05688299958
Kurtosis0.2256095225
Mean0.7949090909
Median Absolute Deviation (MAD)0.0305
Skewness-0.5229647628
Sum157.392
Variance0.002044560222
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.79373.5%
 
0.80452.5%
 
0.82752.5%
 
0.7842.0%
 
0.83942.0%
 
0.8342.0%
 
0.79842.0%
 
0.76431.5%
 
0.73831.5%
 
0.75831.5%
 
Other values (102)15678.8%
 
ValueCountFrequency (%) 
0.64610.5%
 
0.66910.5%
 
0.67710.5%
 
0.67810.5%
 
0.68610.5%
 
ValueCountFrequency (%) 
0.87610.5%
 
0.87510.5%
 
0.87210.5%
 
0.87110.5%
 
0.8721.0%
 

Slum percentage
Boolean

CONSTANT
REJECTED

Distinct count1
Unique (%)0.5%
Missing0
Missing (%)0.0%
Memory size1.5 KiB
0.25
198
ValueCountFrequency (%) 
0.25198100.0%
 

Agriculture and Food
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct count198
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.006301493301490377
Minimum0.0031272797404033573
Maximum0.01408748028941509
Zeros0
Zeros (%)0.0%
Memory size1.5 KiB

Quantile statistics

Minimum0.00312727974
5-th percentile0.003993282396
Q10.005055137516
median0.005846329944
Q30.007265749523
95-th percentile0.009836023822
Maximum0.01408748029
Range0.01096020055
Interquartile range (IQR)0.002210612007

Descriptive statistics

Standard deviation0.00184272157
Coefficient of variation (CV)0.2924261729
Kurtosis1.451207405
Mean0.006301493301
Median Absolute Deviation (MAD)0.001012667463
Skewness1.080966975
Sum1.247695674
Variance3.395622783e-06
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.00538594323910.5%
 
0.00842901423210.5%
 
0.00404443458810.5%
 
0.00537996622610.5%
 
0.00458736797310.5%
 
0.00591225695310.5%
 
0.00541041602910.5%
 
0.00452883284510.5%
 
0.00495163511710.5%
 
0.0052766125510.5%
 
Other values (188)18894.9%
 
ValueCountFrequency (%) 
0.0031272797410.5%
 
0.0032095792210.5%
 
0.00337015866910.5%
 
0.00339678792710.5%
 
0.0035743749310.5%
 
ValueCountFrequency (%) 
0.0140874802910.5%
 
0.0118520093710.5%
 
0.0118308667410.5%
 
0.010760229910.5%
 
0.010658335310.5%
 

Manufacturing
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct count198
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.09625472143814501
Minimum0.047768905856090636
Maximum0.2151849452418368
Zeros0
Zeros (%)0.0%
Memory size1.5 KiB

Quantile statistics

Minimum0.04776890586
5-th percentile0.06099701552
Q10.07721675325
median0.08930214369
Q30.1109836451
95-th percentile0.1502443449
Maximum0.2151849452
Range0.1674160394
Interquartile range (IQR)0.03376689188

Descriptive statistics

Standard deviation0.02814739981
Coefficient of variation (CV)0.2924261729
Kurtosis1.451207405
Mean0.09625472144
Median Absolute Deviation (MAD)0.01546840089
Skewness1.080966975
Sum19.05843484
Variance0.0007922761162
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.0900872354210.5%
 
0.155512570210.5%
 
0.0926573870610.5%
 
0.109584841710.5%
 
0.073245860310.5%
 
0.133777802410.5%
 
0.0848377364310.5%
 
0.0639794201310.5%
 
0.0684888318610.5%
 
0.140023478310.5%
 
Other values (188)18894.9%
 
ValueCountFrequency (%) 
0.0477689058610.5%
 
0.0490260227210.5%
 
0.051478858810.5%
 
0.0518856182210.5%
 
0.054598243110.5%
 
ValueCountFrequency (%) 
0.215184945210.5%
 
0.181038335810.5%
 
0.180715384110.5%
 
0.164361506310.5%
 
0.162805075910.5%
 

Mining
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct count198
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean8.703916173535976e-05
Minimum4.3195444967354686e-05
Maximum0.00019458284198510398
Zeros0
Zeros (%)0.0%
Memory size1.5 KiB

Quantile statistics

Minimum4.319544497e-05
5-th percentile5.515707718e-05
Q16.982391487e-05
median8.075223336e-05
Q30.000100357918
95-th percentile0.0001358597442
Maximum0.000194582842
Range0.000151387397
Interquartile range (IQR)3.053400311e-05

Descriptive statistics

Standard deviation2.545252896e-05
Coefficient of variation (CV)0.2924261729
Kurtosis1.451207405
Mean8.703916174e-05
Median Absolute Deviation (MAD)1.398743487e-05
Skewness1.080966975
Sum0.01723375402
Variance6.478312304e-10
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
5.876898449e-0510.5%
 
0.000116167987310.5%
 
8.892812439e-0510.5%
 
0.000101032675910.5%
 
4.319544497e-0510.5%
 
7.192586371e-0510.5%
 
5.788900273e-0510.5%
 
5.987207076e-0510.5%
 
6.68328097e-0510.5%
 
9.669197853e-0510.5%
 
Other values (188)18894.9%
 
ValueCountFrequency (%) 
4.319544497e-0510.5%
 
4.433220373e-0510.5%
 
4.65502019e-0510.5%
 
4.691801762e-0510.5%
 
4.937093205e-0510.5%
 
ValueCountFrequency (%) 
0.00019458284210.5%
 
0.00016370547610.5%
 
0.000163413444210.5%
 
0.000148625309210.5%
 
0.000147217893610.5%
 

Electricity Gas Water
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct count198
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.008363422049670492
Minimum0.004150565442986562
Maximum0.018697082999187976
Zeros0
Zeros (%)0.0%
Memory size1.5 KiB

Quantile statistics

Minimum0.004150565443
5-th percentile0.005299935182
Q10.0067092428
median0.007759323454
Q30.00964319517
95-th percentile0.01305449591
Maximum0.018697083
Range0.01454651756
Interquartile range (IQR)0.00293395237

Descriptive statistics

Standard deviation0.002445683502
Coefficient of variation (CV)0.2924261729
Kurtosis1.451207405
Mean0.00836342205
Median Absolute Deviation (MAD)0.001344025136
Skewness1.080966975
Sum1.655957566
Variance5.981367793e-06
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.0068009590810.5%
 
0.0123675407210.5%
 
0.0102506803210.5%
 
0.00738982296910.5%
 
0.00652692786910.5%
 
0.0100511941810.5%
 
0.00917616253210.5%
 
0.0116237438110.5%
 
0.00530484968310.5%
 
0.0101841733810.5%
 
Other values (188)18894.9%
 
ValueCountFrequency (%) 
0.00415056544310.5%
 
0.00425979435910.5%
 
0.00447291744610.5%
 
0.00450826013510.5%
 
0.00474395586410.5%
 
ValueCountFrequency (%) 
0.01869708310.5%
 
0.0157301375610.5%
 
0.015702076810.5%
 
0.0142811139610.5%
 
0.0141458781610.5%
 

Construction
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct count198
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.03677611678537218
Minimum0.018251103262523705
Maximum0.08221588051400858
Zeros0
Zeros (%)0.0%
Memory size1.5 KiB

Quantile statistics

Minimum0.01825110326
5-th percentile0.02330517748
Q10.02950226537
median0.03411973996
Q30.04240360819
95-th percentile0.0574039745
Maximum0.08221588051
Range0.06396477725
Interquartile range (IQR)0.01290134282

Descriptive statistics

Standard deviation0.01075429909
Coefficient of variation (CV)0.2924261729
Kurtosis1.451207405
Mean0.03677611679
Median Absolute Deviation (MAD)0.00591002404
Skewness1.080966975
Sum7.281671124
Variance0.0001156549488
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.0432986239210.5%
 
0.0196685678910.5%
 
0.0441976847210.5%
 
0.0822158805110.5%
 
0.0294799800410.5%
 
0.029268046510.5%
 
0.0428155247610.5%
 
0.0526845503710.5%
 
0.03751178510.5%
 
0.0299055654410.5%
 
Other values (188)18894.9%
 
ValueCountFrequency (%) 
0.0182511032610.5%
 
0.0187314108910.5%
 
0.0196685678910.5%
 
0.0198239787810.5%
 
0.0208603934910.5%
 
ValueCountFrequency (%) 
0.0822158805110.5%
 
0.069169458710.5%
 
0.0690460683110.5%
 
0.0627977294210.5%
 
0.0622030628410.5%
 

Trade Hotels Restaurants
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct count198
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.09399424754570722
Minimum0.04664708696819951
Maximum0.21013147935988102
Zeros0
Zeros (%)0.0%
Memory size1.5 KiB

Quantile statistics

Minimum0.04664708697
5-th percentile0.05956454385
Q10.07540337255
median0.08720494615
Q30.1083772729
95-th percentile0.146715963
Maximum0.2101314794
Range0.1634843924
Interquartile range (IQR)0.03297390036

Descriptive statistics

Standard deviation0.02748637808
Coefficient of variation (CV)0.2924261729
Kurtosis1.451207405
Mean0.09399424755
Median Absolute Deviation (MAD)0.01510513646
Skewness1.080966975
Sum18.61086101
Variance0.0007555009802
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.0478746813310.5%
 
0.0840277250910.5%
 
0.126138603610.5%
 
0.0876834081810.5%
 
0.0740064031410.5%
 
0.0886623659710.5%
 
0.136735126210.5%
 
0.0966704631410.5%
 
0.0733543841510.5%
 
0.0889323917610.5%
 
Other values (188)18894.9%
 
ValueCountFrequency (%) 
0.0466470869710.5%
 
0.0478746813310.5%
 
0.0502699142910.5%
 
0.0506671212610.5%
 
0.0533160420710.5%
 
ValueCountFrequency (%) 
0.210131479410.5%
 
0.176786778810.5%
 
0.176471411510.5%
 
0.160501592910.5%
 
0.158981714210.5%
 

Transport Storage Communication
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct count198
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.03660112132593485
Minimum0.018164257220041755
Maximum0.08182466450097599
Zeros0
Zeros (%)0.0%
Memory size1.5 KiB

Quantile statistics

Minimum0.01816425722
5-th percentile0.02319428213
Q10.02936188181
median0.0339573846
Q30.04220183488
95-th percentile0.05713082345
Maximum0.0818246645
Range0.06366040728
Interquartile range (IQR)0.01283995307

Descriptive statistics

Standard deviation0.01070312583
Coefficient of variation (CV)0.2924261729
Kurtosis1.451207405
Mean0.03660112133
Median Absolute Deviation (MAD)0.005881901784
Skewness1.080966975
Sum7.247022023
Variance0.0001145569026
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.0281040824310.5%
 
0.0424855795410.5%
 
0.0251769994410.5%
 
0.0278770365110.5%
 
0.0394325006410.5%
 
0.0317303968210.5%
 
0.0565713157710.5%
 
0.0181642572210.5%
 
0.0302457791610.5%
 
0.0230724063310.5%
 
Other values (188)18894.9%
 
ValueCountFrequency (%) 
0.0181642572210.5%
 
0.0186422793510.5%
 
0.0195749769810.5%
 
0.0197296483710.5%
 
0.020761131410.5%
 
ValueCountFrequency (%) 
0.081824664510.5%
 
0.0688403227710.5%
 
0.0687175195310.5%
 
0.0624989127310.5%
 
0.0619070758110.5%
 

Financing Real Estate Business Services
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct count198
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.22108819839201227
Minimum0.10972076150744983
Maximum0.4942599298380803
Zeros0
Zeros (%)0.0%
Memory size1.5 KiB

Quantile statistics

Minimum0.1097207615
5-th percentile0.1401045067
Q10.1773597451
median0.2051187699
Q30.2549191747
95-th percentile0.3450973733
Maximum0.4942599298
Range0.3845391683
Interquartile range (IQR)0.07755942959

Descriptive statistics

Standard deviation0.06465197573
Coefficient of variation (CV)0.2924261729
Kurtosis1.451207405
Mean0.2210881984
Median Absolute Deviation (MAD)0.03552948712
Skewness1.080966975
Sum43.77546328
Variance0.004179877966
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.16094802810.5%
 
0.295732373510.5%
 
0.198599725710.5%
 
0.236184683510.5%
 
0.161850445310.5%
 
0.270978127310.5%
 
0.301264068310.5%
 
0.295078336110.5%
 
0.257395507210.5%
 
0.184548480510.5%
 
Other values (188)18894.9%
 
ValueCountFrequency (%) 
0.109720761510.5%
 
0.112608242710.5%
 
0.118242180510.5%
 
0.119176469310.5%
 
0.125407117910.5%
 
ValueCountFrequency (%) 
0.494259929810.5%
 
0.41582832410.5%
 
0.41508653410.5%
 
0.377523188310.5%
 
0.373948211510.5%
 

Community Social Public Admin
Real number (ℝ≥0)

HIGH CORRELATION
UNIQUE

Distinct count198
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0055841450504376
Minimum0.0027712770367584053
Maximum0.012483792264393742
Zeros0
Zeros (%)0.0%
Memory size1.5 KiB

Quantile statistics

Minimum0.002771277037
5-th percentile0.00353869584
Q10.004479671688
median0.005180796497
Q30.006438632447
95-th percentile0.008716312327
Maximum0.01248379226
Range0.009712515228
Interquartile range (IQR)0.001958960759

Descriptive statistics

Standard deviation0.001632950166
Coefficient of variation (CV)0.2924261729
Kurtosis1.451207405
Mean0.00558414505
Median Absolute Deviation (MAD)0.0008973876085
Skewness1.080966975
Sum1.10566072
Variance2.666526245e-06
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.00462841021710.5%
 
0.00508226259810.5%
 
0.00401707920110.5%
 
0.00466124149310.5%
 
0.0040651520110.5%
 
0.00552399103210.5%
 
0.00444360706310.5%
 
0.00489209427510.5%
 
0.00499401557710.5%
 
0.0105028024810.5%
 
Other values (188)18894.9%
 
ValueCountFrequency (%) 
0.00277127703710.5%
 
0.00284420772310.5%
 
0.00298650715810.5%
 
0.00301010499910.5%
 
0.00316747588510.5%
 
ValueCountFrequency (%) 
0.0124837922610.5%
 
0.0105028024810.5%
 
0.0104840666810.5%
 
0.00953530879810.5%
 
0.00944501366210.5%
 

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Missing values

Sample

First rows

WardAreaPopulationDensity per square kilometerSenior citizen %No of casesEducational institutesHospitalsSupermarts/mallsNumber of HouseholdsNumber of Notified HouseholdsNumber of Notified Households_SourceNo. of household with water connection inside the houseNo. of household with water connection inside the house_SourceTotal number of water connectionsNo of households having private washroomNo of households having private washroom_SourceDensity of retail storePer capita incomeLabour settlements in the regionMigrant Population %Gender RatioDomestic Violence %Internet Penetration %Police to Population Ratio per 1000Number of Kirana ShopsNumber of PharmaciesNumber of Liquor StoresEstimates of Alcoholism % in Population% Unemployed(55%)Age Group Children %Literacy RateSlum percentageAgriculture and FoodManufacturingMiningElectricity Gas WaterConstructionTrade Hotels RestaurantsTransport Storage CommunicationFinancing Real Estate Business ServicesCommunity Social Public Admin
0Ward 111.051131.004648.2727270.0804.04.011136298750.869176500.673376503728.00.328161.80203873406.60176169810.160.9110.04660.7105581.1309763162360.190.30.110.7980.250.0051380.0784830.0000710.0068190.0299860.0766400.0298430.1802680.004553
1Ward 26.553841.548283.3138460.1106.02.0111965103990.869180560.673380563926.00.328135.10300869711.09955232530.160.9200.03950.7105581.1309761892470.190.30.110.7420.250.0054100.0826440.0000750.0071810.0315760.0807030.0314250.1898250.004795
2Ward 38.885450.009710.2272730.1107.03.0118989165030.8691127850.6733127856230.00.328129.84201343924.55184369240.160.8870.03950.7105581.13097625538110.190.30.110.8040.250.0085870.1311610.0001190.0113960.0501130.1280810.0498740.3012640.007609
3Ward 44.661761.4113426.3934800.1504.02.0213725119280.869192410.673392414503.00.328121.53448260771.81455266740.160.9260.03950.7105581.1309761332780.190.30.110.8000.250.0062060.0948000.0000860.0082370.0362200.0925740.0360480.2177470.005500
4Ward 524.076477.003186.5416670.12014.09.0016995147700.8691114430.6733114435576.00.328189.17713849078.19285330460.160.9080.03950.7105581.1309766823490.190.30.110.7280.250.0076850.1173880.0001060.0102000.0448500.1146310.0446370.2696290.006810
5Ward 610.0105698.7010569.8700000.1019.04.0123489204140.8691158150.6733158157707.00.328127.43647735509.92543456490.160.9070.03950.7105581.13097629047130.190.30.110.7420.250.0106210.1622410.0001470.0140970.0619880.1584310.0616930.3726530.009412
6Ward 710.0106066.0010606.6000000.0918.04.0123570204850.8691158700.6733158707733.00.328127.34146735386.95675458320.160.9030.03950.7105581.13097629047130.190.30.110.7930.250.0106580.1628050.0001470.0141460.0622030.1589820.0619070.3739480.009445
7Ward 83.869940.1718405.3078900.1003.01.0215542135080.8691104640.6733104645099.00.328115.72772853665.19633302060.160.9050.03950.7105581.1309761103190.190.30.110.7760.250.0070280.1073540.0000970.0093280.0410170.1048330.0408220.2465820.006228
8Ward 99.984077.008492.6262630.0902.04.0118684162380.8691125800.6733125806130.00.328134.13537644641.85157363300.160.9470.03950.7105581.13097628737100.190.30.110.8250.250.0084490.1290530.0001170.0112130.0493070.1260230.0490730.2964230.007487
9Ward 104.253538.5212747.2666700.1001.02.0211897103400.869180100.673380103903.00.328122.78733170105.65392231220.160.8130.03950.7105581.1309761222470.190.30.110.8470.250.0053800.0821780.0000740.0071400.0313980.0802490.0312490.1887560.004768

Last rows

WardAreaPopulationDensity per square kilometerSenior citizen %No of casesEducational institutesHospitalsSupermarts/mallsNumber of HouseholdsNumber of Notified HouseholdsNumber of Notified Households_SourceNo. of household with water connection inside the houseNo. of household with water connection inside the house_SourceTotal number of water connectionsNo of households having private washroomNo of households having private washroom_SourceDensity of retail storePer capita incomeLabour settlements in the regionMigrant Population %Gender RatioDomestic Violence %Internet Penetration %Police to Population Ratio per 1000Number of Kirana ShopsNumber of PharmaciesNumber of Liquor StoresEstimates of Alcoholism % in Population% Unemployed(55%)Age Group Children %Literacy RateSlum percentageAgriculture and FoodManufacturingMiningElectricity Gas WaterConstructionTrade Hotels RestaurantsTransport Storage CommunicationFinancing Real Estate Business ServicesCommunity Social Public Admin
188Ward 1892.1100774.0047987.6190500.05333.01.0622394189300.8453139360.6223139367079.0000000.3161006.0531499653.071996435450.160.8620.03950.7105581.1309766144120.190.30.110.7810.250.0101270.1546820.0001400.0134400.0591000.1510500.0588180.3552910.008974
189Ward 1903.596924.1927692.6257100.0804.01.0321539182070.8453134040.6223134046808.0000000.31610010.52368910036.490140418600.160.8720.03950.7105581.13097610243120.190.30.110.7380.250.0097400.1487730.0001350.0129270.0568420.1452790.0565710.3417180.008631
190Ward 1919.7104376.0010760.4123700.14012.04.0123195199870.8617166190.7165166199779.0000000.42160026.92189815819.033740451020.160.7600.03950.7105581.13097628146130.190.30.110.7620.250.0104890.1602110.0001450.0139200.0612120.1564490.0609210.3679900.009295
191Ward 19219.0117734.406196.5473680.0914.07.0126163225450.8617187460.71651874611030.0000000.42160046.80025514024.171910508470.160.8990.03950.7105581.13097655152150.190.30.110.7630.250.0118310.1807150.0001630.0157020.0690460.1764710.0687180.4150870.010484
192Ward 1936.685782.0012997.2727300.0904.02.0219063161140.8453118630.6223118636026.0000000.31610022.26574311340.125870370670.160.9120.03950.7105581.13097619138110.190.30.110.7790.250.0086200.1316700.0001190.0114410.0503070.1285780.0500680.3024350.007639
193Ward 1947.476361.0810319.0648600.1402.03.0116969146220.8617121580.7165121587154.0000000.42160028.15570421622.631130329790.160.9340.03950.7105581.1309762153490.190.30.110.7430.250.0076730.1172100.0001060.0101840.0447820.1144570.0445690.2692200.006800
194Ward 1953.484282.0024788.8235300.0419.01.0318729161390.8617134190.7165134197896.0000000.42160011.74628019590.511210364190.160.9430.03950.7105581.1309769937100.190.30.110.8040.250.0084690.1293680.0001170.0112410.0494280.1263300.0491930.2971460.007505
195Ward 19611.067089.376099.0336360.0903.04.0114909128470.8617106820.7165106826286.0000000.42160049.33717524610.865560289750.160.9430.03950.7105581.1309763313080.190.30.110.7000.250.0067420.1029780.0000930.0089480.0393450.1005600.0391580.2365310.005974
196Ward 1975.791224.0016004.2105300.09015.02.0220272174680.8617145250.7165145258547.0000000.42160018.08734518099.704740394190.160.9270.03950.7105581.13097616540110.190.30.110.7870.250.0091670.1400230.0001270.0121660.0534990.1367350.0532440.3216210.008123
197Ward 19831.074197.242393.4593550.1310.011.0016488143300.8691111010.6733111015053.4467010.362601119.27667450586.153270320450.160.9270.03950.7105581.1309768853390.190.30.110.7510.250.0074560.1138880.0001030.0098960.0435130.1112140.0433060.2615910.006607